{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying the Patterns Encoded By Filters'\n",
    "\n",
    "We are going to take a look at the VG16 Network and use gradient ascent in the input space. \n",
    "\n",
    "This means that, from starting with a blank image, we apply gradient descent to the value of this input image of a convnet so as maximize the response of a specific filter. \n",
    "- https://github.com/fchollet/deep-learning-with-python-notebooks/blob/master/5.4-visualizing-what-convnets-learn.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.applications import VGG16\n",
    "from keras import backend as K\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "model = VGG16(weights='imagenet', include_top=False)\n",
    "\n",
    "layer_name = 'block3_conv1'\n",
    "filter_index = 0\n",
    "\n",
    "layer_output = model.get_layer(layer_name).output\n",
    "loss = K.mean(layer_output[:, :, :, filter_index])\n",
    "\n",
    "# Calling gradeints returns a list of tensors of size 1\n",
    "# Therefore we only keep the first element\n",
    "grads = K.gradients(loss, model.input)[0]\n",
    "\n",
    "# We at 0.00001 to ensure we don't divide by 0\n",
    "grads /= (K.sqrt(K.mean(K.square(grads))) + 1e-5)\n",
    "\n",
    "iterate = K.function([model.input], [loss, grads])\n",
    "\n",
    "loss_value, grads_value = iterate([np.zeros((1, 150, 150, 3))])\n",
    "\n",
    "# We start with a blank gray image with some noise\n",
    "input_img_data = np.random.random((1, 150, 150, 3)) * 20 + 128.\n",
    "\n",
    "# Size of each gradient step \n",
    "step = 1.\n",
    "\n",
    "# We run for 40 steps\n",
    "for i in range(40):\n",
    "    # Calculates the loss and gradient values \n",
    "    loss_value, grads_value = iterate([input_img_data])\n",
    "    \n",
    "    # Adjusts the input image in the direction that maximizes loss\n",
    "    input_img_data += grads_value * step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper function that converts a tensor into an image\n",
    "def deprocess_image(x):\n",
    "    x -= x.mean()\n",
    "    x /= (x.std() + 1e-5)\n",
    "    x *= 0.1\n",
    "    x += 0.5\n",
    "    x = np.clip(x, 0, 1)\n",
    "    x *= 255\n",
    "    x = np.clip(x, 0, 255).astype('uint8')\n",
    "    return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A function that generates the filters visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_pattern(layer_name, filter_index, size=150):\n",
    "    layer_output = model.get_layer(layer_name).output\n",
    "    loss = K.mean(layer_output[:, :, :, filter_index])\n",
    "    \n",
    "    grads = K.gradients(loss, model.input)[0]\n",
    "    grads /= (K.sqrt(K.mean(K.square(grads))) + 1e-5)\n",
    "    iterate = K.function([model.input], [loss, grads])\n",
    "    input_img_data = np.random.random((1, size, size, 3)) * 20 + 128.\n",
    "    \n",
    "    step = 1.\n",
    "    \n",
    "    for i in range(40):\n",
    "        loss_value, grads_value = iterate([input_img_data])\n",
    "        input_img_data += grads_value * step\n",
    "        img = input_img_data[0]\n",
    "        \n",
    "    return deprocess_image(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finally, plotting the filter pattern that the zeroth channel in layer block3_conv1 responds to maximally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f0c401083c8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(generate_pattern('block3_conv1', 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f0c0d8cd438>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "layer_name = 'block1_conv1'\n",
    "size = 64\n",
    "margin = 5\n",
    "\n",
    "results = np.zeros((8 * size + 7 * margin, 8 * size + 7 * margin, 3))\n",
    "\n",
    "for i in range(8):\n",
    "    for j in range(8):\n",
    "        filter_img = generate_pattern(layer_name, i + (j * 8), size=size)\n",
    "        horizontal_start = i * size + i * margin\n",
    "        horizontal_end = horizontal_start + size\n",
    "        vertical_start = j * size + j * margin\n",
    "        vertical_end = vertical_start + size\n",
    "        results[horizontal_start: horizontal_end,\n",
    "        vertical_start: vertical_end, :] = filter_img\n",
    "        \n",
    "plt.figure(figsize=(20, 20))\n",
    "plt.imshow(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
